Programming Articles - Page 1402 of 3363

How can Tensorflow be used with Estimators to train the model for titanic dataset?

AmitDiwan
Updated on 25-Feb-2021 09:39:13

241 Views

The titanic dataset can be trained by creating a model using the ‘LinearClassifier’, and training it using the ‘train’ method. The train method is present in the ‘estimator’ class of tensorflow library.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use ... Read More

How can Tensorflow be used with Estimators to perform data transformation?

AmitDiwan
Updated on 25-Feb-2021 09:36:44

170 Views

Data transformation can be performed on the titanic dataset with the help of the ‘DenseFeatures’ method. The columns that need to be transformed, are converted into a Numpy array.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural ... Read More

How can Tensorflow be used with Estimators to inspect a specific column of titanic dataset?

AmitDiwan
Updated on 25-Feb-2021 09:35:35

179 Views

A specific column in the titanic dataset can be inspected by accessing the column-to-be-inspected and using the ‘DenseFeatures’ and converting it into a Numpy array.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural Network to build learning ... Read More

How can Tensorflow be used with Estimators to inspect the titanic dataset using Python?

AmitDiwan
Updated on 25-Feb-2021 09:33:38

214 Views

The titanic dataset can be inspected using Tensorflow and estimators, by iterating through the features and converting the features into a list, and displaying it on the console. Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural Network ... Read More

How can Tensorflow be used with Estimators to define a function that shuffles data?

AmitDiwan
Updated on 25-Feb-2021 09:32:30

162 Views

A function that shuffles data can be defined, with the help of estimators. A dictionary is created that stores the data. This is done using the ‘from_tensor_slices’ method.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural Network ... Read More

How can Tensorflow be used with Estimators for feature engineering the model?

AmitDiwan
Updated on 22-Feb-2021 10:52:20

254 Views

Tensorflow can be used with estimators for feature engineering by first defining the columns and iterating through the categorical columns. The unique names of features are obtained, and is appended to an empty list.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We ... Read More

How can Tensorflow be used with estimators to visualize the titanic data?

AmitDiwan
Updated on 22-Feb-2021 10:49:51

156 Views

The titanic dataset can be visualized using the ‘hist’ method which visualizes a histogram. A horizontal bar graph can be generated by specifying the type of graph as ‘barh’. Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.TensorFlow Text contains collection of text related classes and ops that can be used with TensorFlow 2.0. The TensorFlow Text can ... Read More

How can Tensorflow be used with Estimators to explore the titanic data?

AmitDiwan
Updated on 22-Feb-2021 10:45:43

179 Views

The titanic dataset can be explored using the estimator with Tensorflow by using the ‘head’ method, the ‘describe’ method, and the ‘shape’ method. The head method gives the first few rows of the dataset, and the describe method gives information about the dataset, such as column names, types, mean, variance, standard deviation and so on. The shape method gives the dimensions of the data.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain ... Read More

How Tensorflow is used with Estimators to build a linear model to load the titanic dataset?

AmitDiwan
Updated on 22-Feb-2021 10:43:50

150 Views

A linear model can be built with estimators to load the titanic dataset using the ‘read_csv’ method which is present in ‘Pandas’ package. This method takes google APIs that store the titanic dataset. The API is read and the data is stored in the form of a CSV file.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A ... Read More

How can Tensorflow be used with Estimator to predict the output using Python?

AmitDiwan
Updated on 22-Feb-2021 10:41:33

259 Views

The ‘predict’ method is called on never before seen data and the predictions and the actual value is displayed on console.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?We will use the Keras Sequential API, which is helpful in building a sequential model that is used to work with a plain stack of layers, where every layer has exactly one input tensor and one output tensor.A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural Network to build learning model. TensorFlow Text contains collection ... Read More

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